{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "数据集共9个字段: <br/>\n",
    "pregnants：怀孕次数 <br/>\n",
    "Plasma_glucose_concentration：口服葡萄糖耐量试验中2小时后的血浆葡萄糖浓度 <br/>\n",
    "blood_pressure：舒张压，单位:mm Hg <br/>\n",
    "Triceps_skin_fold_thickness：三头肌皮褶厚度，单位：mm <br/>\n",
    "serum_insulin：餐后血清胰岛素，单位:mm <br/>\n",
    "BMI：体重指数（体重（公斤）/ 身高（米）^2） <br/>\n",
    "Diabetes_pedigree_function：糖尿病家系作用 <br/>\n",
    "Age：年龄 <br/>\n",
    "Target：标签， 0表示不发病，1表示发病 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. 对数据做数据探索分析（可参考0_EDA_ diabetes.ipynb，不计分） <br/>\n",
    "2. 适当的特征工程（可参考1_FE_ diabetes.ipynb，不计分）  <br/>\n",
    "3. 采用5折交叉验证，分别用log似然损失和正确率，对Logistic回归模型的正则超参数调优。（各50分）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1、导入工具库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sn\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2、读入数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 768 entries, 0 to 767\n",
      "Data columns (total 9 columns):\n",
      " #   Column                        Non-Null Count  Dtype  \n",
      "---  ------                        --------------  -----  \n",
      " 0   pregnants                     768 non-null    int64  \n",
      " 1   Plasma_glucose_concentration  768 non-null    int64  \n",
      " 2   blood_pressure                768 non-null    int64  \n",
      " 3   Triceps_skin_fold_thickness   768 non-null    int64  \n",
      " 4   serum_insulin                 768 non-null    int64  \n",
      " 5   BMI                           768 non-null    float64\n",
      " 6   Diabetes_pedigree_function    768 non-null    float64\n",
      " 7   Age                           768 non-null    int64  \n",
      " 8   Target                        768 non-null    int64  \n",
      "dtypes: float64(2), int64(7)\n",
      "memory usage: 54.1 KB\n"
     ]
    }
   ],
   "source": [
    "train=pd.read_csv('pima-indians-diabetes.csv')\n",
    "train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pregnants</th>\n",
       "      <th>Plasma_glucose_concentration</th>\n",
       "      <th>blood_pressure</th>\n",
       "      <th>Triceps_skin_fold_thickness</th>\n",
       "      <th>serum_insulin</th>\n",
       "      <th>BMI</th>\n",
       "      <th>Diabetes_pedigree_function</th>\n",
       "      <th>Age</th>\n",
       "      <th>Target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6</td>\n",
       "      <td>148</td>\n",
       "      <td>72</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>33.6</td>\n",
       "      <td>0.627</td>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>85</td>\n",
       "      <td>66</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>26.6</td>\n",
       "      <td>0.351</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8</td>\n",
       "      <td>183</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23.3</td>\n",
       "      <td>0.672</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>89</td>\n",
       "      <td>66</td>\n",
       "      <td>23</td>\n",
       "      <td>94</td>\n",
       "      <td>28.1</td>\n",
       "      <td>0.167</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>137</td>\n",
       "      <td>40</td>\n",
       "      <td>35</td>\n",
       "      <td>168</td>\n",
       "      <td>43.1</td>\n",
       "      <td>2.288</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   pregnants  Plasma_glucose_concentration  blood_pressure  \\\n",
       "0          6                           148              72   \n",
       "1          1                            85              66   \n",
       "2          8                           183              64   \n",
       "3          1                            89              66   \n",
       "4          0                           137              40   \n",
       "\n",
       "   Triceps_skin_fold_thickness  serum_insulin   BMI  \\\n",
       "0                           35              0  33.6   \n",
       "1                           29              0  26.6   \n",
       "2                            0              0  23.3   \n",
       "3                           23             94  28.1   \n",
       "4                           35            168  43.1   \n",
       "\n",
       "   Diabetes_pedigree_function  Age  Target  \n",
       "0                       0.627   50       1  \n",
       "1                       0.351   31       0  \n",
       "2                       0.672   32       1  \n",
       "3                       0.167   21       0  \n",
       "4                       2.288   33       1  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pregnants</th>\n",
       "      <th>Plasma_glucose_concentration</th>\n",
       "      <th>blood_pressure</th>\n",
       "      <th>Triceps_skin_fold_thickness</th>\n",
       "      <th>serum_insulin</th>\n",
       "      <th>BMI</th>\n",
       "      <th>Diabetes_pedigree_function</th>\n",
       "      <th>Age</th>\n",
       "      <th>Target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3.845052</td>\n",
       "      <td>120.894531</td>\n",
       "      <td>69.105469</td>\n",
       "      <td>20.536458</td>\n",
       "      <td>79.799479</td>\n",
       "      <td>31.992578</td>\n",
       "      <td>0.471876</td>\n",
       "      <td>33.240885</td>\n",
       "      <td>0.348958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.369578</td>\n",
       "      <td>31.972618</td>\n",
       "      <td>19.355807</td>\n",
       "      <td>15.952218</td>\n",
       "      <td>115.244002</td>\n",
       "      <td>7.884160</td>\n",
       "      <td>0.331329</td>\n",
       "      <td>11.760232</td>\n",
       "      <td>0.476951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.078000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>27.300000</td>\n",
       "      <td>0.243750</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>117.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>30.500000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.372500</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6.000000</td>\n",
       "      <td>140.250000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>127.250000</td>\n",
       "      <td>36.600000</td>\n",
       "      <td>0.626250</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>17.000000</td>\n",
       "      <td>199.000000</td>\n",
       "      <td>122.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>846.000000</td>\n",
       "      <td>67.100000</td>\n",
       "      <td>2.420000</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        pregnants  Plasma_glucose_concentration  blood_pressure  \\\n",
       "count  768.000000                    768.000000      768.000000   \n",
       "mean     3.845052                    120.894531       69.105469   \n",
       "std      3.369578                     31.972618       19.355807   \n",
       "min      0.000000                      0.000000        0.000000   \n",
       "25%      1.000000                     99.000000       62.000000   \n",
       "50%      3.000000                    117.000000       72.000000   \n",
       "75%      6.000000                    140.250000       80.000000   \n",
       "max     17.000000                    199.000000      122.000000   \n",
       "\n",
       "       Triceps_skin_fold_thickness  serum_insulin         BMI  \\\n",
       "count                   768.000000     768.000000  768.000000   \n",
       "mean                     20.536458      79.799479   31.992578   \n",
       "std                      15.952218     115.244002    7.884160   \n",
       "min                       0.000000       0.000000    0.000000   \n",
       "25%                       0.000000       0.000000   27.300000   \n",
       "50%                      23.000000      30.500000   32.000000   \n",
       "75%                      32.000000     127.250000   36.600000   \n",
       "max                      99.000000     846.000000   67.100000   \n",
       "\n",
       "       Diabetes_pedigree_function         Age      Target  \n",
       "count                  768.000000  768.000000  768.000000  \n",
       "mean                     0.471876   33.240885    0.348958  \n",
       "std                      0.331329   11.760232    0.476951  \n",
       "min                      0.078000   21.000000    0.000000  \n",
       "25%                      0.243750   24.000000    0.000000  \n",
       "50%                      0.372500   29.000000    0.000000  \n",
       "75%                      0.626250   41.000000    1.000000  \n",
       "max                      2.420000   81.000000    1.000000  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3、数据探索"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "features=['pregnants','Age']\n",
    "for item in features:\n",
    "    sn.countplot(x=item,hue='Target',data=train)\n",
    "    plt.show()\n",
    "#'pregnants','Plasma_glucose_concentration','blood_pressure', 'Triceps_skin_fold_thickness',\n",
    "#'serum_insulin','BMI','Diabetes_pedigree_function','Age','Target''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1     135\n",
       "0     111\n",
       "2     103\n",
       "3      75\n",
       "4      68\n",
       "5      57\n",
       "6      50\n",
       "7      45\n",
       "8      38\n",
       "9      28\n",
       "10     24\n",
       "11     11\n",
       "13     10\n",
       "12      9\n",
       "14      2\n",
       "15      1\n",
       "17      1\n",
       "Name: pregnants, dtype: int64"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train['pregnants'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "features=['Plasma_glucose_concentration','blood_pressure', 'Triceps_skin_fold_thickness']\n",
    "for item in features:\n",
    "    fig=plt.figure()\n",
    "    _, axes = plt.subplots(1, 3, sharey=False,figsize=(10, 4))\n",
    "    sn.distplot(train[item],ax=axes[0])\n",
    "    sn.boxplot(train[item],ax=axes[1])\n",
    "    sn.violinplot(train[item],ax=axes[2])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x21274e83828>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corrMatrix=train.corr()\n",
    "sn.heatmap(data=corrMatrix,annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 402.375x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 402.375x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 402.375x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "features=['Plasma_glucose_concentration','blood_pressure', 'Triceps_skin_fold_thickness']\n",
    "label=[]\n",
    "for x in features:\n",
    "    label.append(x)\n",
    "    for y in features:\n",
    "        if y not in label:\n",
    "            sn.lmplot(x,y,hue='Target',data=train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "features=['Plasma_glucose_concentration','blood_pressure', 'Triceps_skin_fold_thickness']\n",
    "for y in features:\n",
    "    #fig=plt.figure()\n",
    "    _, axes = plt.subplots(1, 2, sharey=False,figsize=(10, 4))\n",
    "    sn.violinplot(x='Target',y=y,data=train,hue='Target',ax=axes[0])\n",
    "    sn.boxplot(x='Target',y=y,data=train,hue='Target',ax=axes[1])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
